Python agents

Building Agents with LLM structured generation (BAML), MCP Tools, and 12-Factor Agents principles

Library to solve k-armed bandit problems

Universal multi-chain secure signing SDK for AI agents

Banya RAG file uploader and training library

SDK for building baqup backup agents in Python

A supervised deep learning tool.

An abstract base class for building various agent-based systems.

Workspace-isolated Python framework for building tool-using LLM agents.

A simple way to build AI agents with tools, MCP (Model Context Protocol) tools, and sub-agents.

Python SDK for basedagents.ai — cryptographic identity and reputation registry for AI agents

llama-index agent openai integration

Interface between LLMs and your data

llama-index embeddings azure openai integration

llama-index embeddings openai integration

llama-index llms azure openai integration

llama-index llms bedrock converse integration

llama-index llms openai integration

llama-index program openai integration

llama-index vector_stores redis integration

One client to rule them all

OpenAI's response format for its open-weight model series gpt-oss

A cli tool for turning plain text into bash commands

Feature-rich interactive CLI for AWS Strands agents with token tracking, prompt templates, aliases, and configuration

An open foundational toolkit providing essential components for building AI agents with minimal dependencies for local (non-HTTP/API) actions.

An abstraction layer for AWS Bedrock. Removes the need to keep track of response/request schemas.

Lightweight RAG pipeline for document question answering

Python SDK for Basion AI Agent framework - handles agent registration, message consumption, and streaming responses

Bastio agent to provision system accounts and SSH access

Error observability for the agent era

A pre-commit security scanner that detects prompt injection vulnerabilities in LLM application codebases through static analysis

High-throughput parallel LLM agent execution with tool deduplication, structured output, and self-hosted inference support.

A developer-friendly helper for OpenAI's Batch API

Async batch runner for OpenAI API calls with streaming support

Async batch functionality for Azure Table Storage

Easy calling chatgpt with batched instances

like itertools.batched but for calling LLM

A framework designed for llm offline distributed inference from Odps datasource.

Bayesian estimation of empirical seismic fragility functions

__doc__

基于传统命理学的AI智能人物画像分析系统

Haystack 2.x In-memory Document Store with Enhanced Efficiency

Better CLI for GPT

CLI for BDS agents: signup, credits, run, MCP (stdio), LLM backends

A Python package for a BearingPoint internal LLM course

CrewAI integration for Beam Protocol

LangChain tools and toolkit for Beam Protocol agent-to-agent communication

Unified LLM framework — 8 providers, reasoning models (thinking_budget), VLM-OCR, GraphRAG, ORPO fine-tuning, 80% test coverage

MCP-Compliant LLM Integration Framework

Bearer Agent

Base agent class for all Beast Mode agents

LangChain middleware for routing sensitive tool calls through Beav3r approvals.

Bedrock is a high-level text pre-processing API, written in Python and can run on NLTK or Spacy as its backends.

bedrock-agents-cdk

An SDK for using Bedrock AgentCore

A starter toolkit for using Bedrock AgentCore

MCP server for AWS Bedrock AI API with Midway authentication

Client library for the anthropic API with the AWS Bedrock endpoint.

Bedrock-2 for CGI

Delta update implement for Minecraft bedrock chunk.

Python SDK for AWS Bedrock Converse API with tool calling, embeddings, and vector search

A modular Python application framework with manifest-driven module loading, lifecycle management, and contrib modules.

Python client for AWS Bedrock Gateway with IAM authentication

Bedrock's Python library for geotechnical engineering.

A tool to generate python code with AWS bedrock abstraction.

Library for Bedrock based GenAI Utility for AWS Based development

Bedrock, the Open Source Foundation for Ground Investigation Data

Model Context Protocol (MCP) server for Amazon Bedrock image generation (Community Fork)

Login into your AWS and call Bedrock models in Python

AWS Bedrock and Claude Platform on AWS API keys security toolkit: offline decoder, phantom user discovery, incident response, cleanup, preventive SCPs and detection content.

Small, opinionated AWS Bedrock client wrapper: adaptive throttle, cache-aware cost tracking, and structured-output parse-and-repair. Single-cloud, single-purpose.

Real-time token usage and cost monitoring for AWS Bedrock

Drop-in replacement for boto3 bedrock-runtime client with token limiting

A Python LLM frameworkfor interacting with AWS Bedrock services, built on top of boto3. This library serves as a comprehensive tool for fast prototyping, building POCs, and deploying production-ready LLM applications with robust infrastructure support.

A library that provides Bedrock models id

Production-grade boto3 toolkit for AWS Bedrock: typed retry, per-model timeouts, capability lookup, full token usage with cache fields, PII-safe Guardrails.

Minecraft Bedrock Protocol Library

Minecraft BinaryStream Library

Minecraft NBT Library

Minecraft Bedrock Packets Codec Library

Minecraft Bedrock Packets Codec Library

A CLI-based dashboard to see your AWS Bedrock model quotas and usage.

AWS Bedrock region load balancer with round-robin distribution and batch processing

A manager for Minecraft Bedrock Dedicated Servers

A framework for building multi-agent systems using AWS Bedrock

A utility to force AWS Bedrock to apply the given syntax to its response.

A small Python library that simplifies Amazon Bedrock Converse API function calling (i.e., tool use).

A Python library for tracing Bedrock agent responses with OpenTelemetry.

Translation MCP Server using AWS Bedrock Nova Pro

Bedrock Converse API Data Types

Calculate token usage statistics and map quotas for Amazon Bedrock models

An operator based on Go that aims to provide interface for Python that could operating NetEase/Standard Minecraft bedrock game saves.

Efficiently access the 'Bedrock Bio' library of open-access computational biology datasets.

A package to simplify interaction with Bedrock Foundation models

Audit and fix Anthropic prompt caching on AWS Bedrock through any abstraction stack.

A tool for managing Terraform blueprints

Foundation library offering essential utilities for configuration, logging, error handling, and more.

Helper utilities for Amazon Bedrock (RAG, embeddings, batch jobs)

Minecraft bedrock edition protocol library written in python

Minecraft: Bedrock Edition Websocket Server